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Prompt Systems & PlatformsProduction Deployed

IM-NEXUS Platform

AI-Assisted Prompt Generation & Provider Management — AI-assisted prompt generation and provider configuration platform automating dual-LLM orchestration, prompt versioning, and lifecycle management for clinical operations.

FastAPIPostgreSQLClaude 3.5 SonnetGemini 3.1 ProRole-Based Access Control (RBAC)Next.js
Measured Production Impact
70
Providers
Active configurations
328
Prompts
Production schemas
80–90%
Effort Slashed
AI team prompt time
9+/10
Avg Note Score
Strict fidelity

Business Problem

Healthcare organizations manually create extraction prompts and JSON schemas for each provider. This process is time-consuming, prone to human error, and difficult to scale across dozens of distinct provider formats.

Solution & Dual-LLM Architecture

Built a dual-LLM orchestration engine using Gemini and Claude that automatically converts provider documentation into EMR-ready prompts and schemas. Engineered a full Admin Portal featuring provider configuration, prompt versioning, and RBAC controls.

Impact & Production Milestones

Scaled to 70 active providers and generated 328 production prompts with 8+ active internal users. Reduced manual engineering effort by 80–90% while achieving a 9+/10 average clinical accuracy score.

Key Engineering & Operational Highlights

Documentation Consistency: Supported an estimated ~10% documentation consistency and accuracy improvement across provider workflows.
Reduced Manual Prompt Effort: Reduced manual prompt engineering effort by a reported 80–90% (AI team) and saved approximately 30% Operations team time per provider.
Admin Portal & Management: Built the Admin Portal for provider configuration, prompt versioning, and lifecycle management.
Scalable Architecture: Established a standardized platform that improves scalability, prompt quality, and onboarding consistency.
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